Title :
A SAGE-Based Joint Parameter Estimation of OFDM System
Author :
Wang, Degang ; Wei, Jibo ; Sun, Jixiang
Author_Institution :
Sch. of Electron. Sci. & Eng., Nat. Univ. of Defense Technol., Changsha
Abstract :
In this paper, by using an approximate application of the space-alternating generalized expectation-maximization (SAGE) algorithm, we propose an iterative residual frequency offset (RFO) tracking and channel state information (CSI) estimation as well as data detection scheme for orthogonal frequency division multiplexing (OFDM) systems. In the proposed scheme, two processes are considered. The expectation step divided the received signals into multiple hidden signals in time domain. The hidden signals, as "complete data", will be used to calculate the expectation of the likelihood function. In the maximum step, by maximize the expectation of likelihood function, the required parameters - RFO, CSI and data symbols - are estimated sequentially in an approximate method by expanding second-order Taylor series. Simulation results confirm the performance and effectiveness of the proposed algorithm.
Keywords :
OFDM modulation; channel estimation; expectation-maximisation algorithm; maximum likelihood detection; multipath channels; OFDM system; SAGE-based joint parameter estimation; channel state information estimation; data detection scheme; data symbols; hidden signals; iterative residual frequency offset tracking; likelihood function; orthogonal frequency division multiplexing; residual frequency; second-order Taylor series; space-alternating generalized expectation-maximization algorithm; Bit error rate; Channel estimation; Channel state information; Degradation; Frequency estimation; Frequency synchronization; Iterative algorithms; Maximum likelihood detection; OFDM; Parameter estimation;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1311-9
DOI :
10.1109/WICOM.2007.68